{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fafcbeea",
   "metadata": {},
   "source": [
    "平滑折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "727bad0a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy.interpolate import make_interp_spline\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 设置黑体\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 正常显示负号\n",
    "\n",
    "# 数据\n",
    "data = {\n",
    "    \"年份\": [2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2022, 2022, 2022],\n",
    "    \"月份\": [\"5月\", \"6月\", \"7月\", \"8月\", \"9月\", \"10月\", \"11月\", \"12月\", \"1月\", \"2月\", \"3月\"],\n",
    "    \"销量\": [146, 198, 296, 412, 506, 615, 789, 1021, 3782, 3215, 2936]\n",
    "}\n",
    "\n",
    "# 创建DataFrame\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "# 生成平滑曲线\n",
    "x = np.arange(len(df[\"销量\"]))\n",
    "y = df[\"销量\"]\n",
    "\n",
    "# 使用make_interp_spline进行平滑\n",
    "x_smooth = np.linspace(x.min(), x.max(), 300)  # 生成更多x点\n",
    "spl = make_interp_spline(x, y, k=3)  # 使用三次样条插值\n",
    "y_smooth = spl(x_smooth)  # 计算平滑的y点\n",
    "\n",
    "# 绘制图形\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(x_smooth, y_smooth, label='销量平滑曲线', color='blue')\n",
    "plt.scatter(x, y, color='red', label='原始数据点')\n",
    "\n",
    "# 添加标签和标题\n",
    "plt.xticks(x, df[\"年份\"].astype(str) + df[\"月份\"], rotation=45)\n",
    "plt.xlabel(\"时间\")\n",
    "plt.ylabel(\"销量\")\n",
    "plt.title(\"2021-2022 销量平滑折线图\")\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6ace9fb",
   "metadata": {},
   "source": [
    "对比折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d390875a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 设置黑体\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 正常显示负号\n",
    "\n",
    "# 数据\n",
    "data = {\n",
    "    \"月份\": [\"1月\", \"2月\", \"3月\", \"4月\", \"5月\", \"6月\"],\n",
    "    \"2021年\": [1686, 1345, 1934, 1658, 1865, 1936],\n",
    "    \"2022年\": [1385, 1846, 1654, 1936, 2564, 2236]\n",
    "}\n",
    "\n",
    "# 创建DataFrame\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "# 绘制折线图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(df[\"月份\"], df[\"2021年\"], marker='o', label='2021年', color='blue')\n",
    "plt.plot(df[\"月份\"], df[\"2022年\"], marker='o', label='2022年', color='green')\n",
    "\n",
    "# 在每个转折点标出数值\n",
    "for i, txt in enumerate(df[\"2021年\"]):\n",
    "    plt.text(df[\"月份\"][i], df[\"2021年\"][i], f'{txt}', ha='center', va='bottom', fontsize=10, color='blue')\n",
    "\n",
    "for i, txt in enumerate(df[\"2022年\"]):\n",
    "    plt.text(df[\"月份\"][i], df[\"2022年\"][i], f'{txt}', ha='center', va='bottom', fontsize=10, color='green')\n",
    "\n",
    "# 添加标签和标题\n",
    "plt.xlabel(\"月份\")\n",
    "plt.ylabel(\"销量\")\n",
    "plt.title(\"2021年与2022年销量对比折线图\")\n",
    "plt.legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3ca948e",
   "metadata": {},
   "source": [
    "柱形折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "40fcc070",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 设置黑体\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 正常显示负号\n",
    "\n",
    "# 数据\n",
    "data = {\n",
    "    \"年份\": [2017, 2018, 2019, 2020, 2021, 2022],\n",
    "    \"销售量\": [1603, 2106, 2406, 3265, 3721, 3921],\n",
    "    \"同比\": [27, 31, 14, 36, 14, 5]\n",
    "}\n",
    "\n",
    "# 创建DataFrame\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "# 创建图形和坐标轴\n",
    "fig, ax1 = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "# 绘制柱形图，表示销售量\n",
    "ax1.bar(df[\"年份\"], df[\"销售量\"], color='lightblue', label='销售量', width=0.5)\n",
    "ax1.set_xlabel('年份')\n",
    "ax1.set_ylabel('销售量', color='blue')\n",
    "ax1.tick_params(axis='y', labelcolor='blue')\n",
    "\n",
    "# 在每个柱子上标出销售量\n",
    "for i, v in enumerate(df[\"销售量\"]):\n",
    "    ax1.text(df[\"年份\"][i], v + 100, str(v), ha='center', va='bottom', fontsize=10, color='blue')\n",
    "\n",
    "# 创建第二个y轴，绘制折线图表示同比\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(df[\"年份\"], df[\"同比\"], color='green', marker='o', label='同比增长率')\n",
    "ax2.set_ylabel('同比增长率 (%)', color='green')\n",
    "ax2.tick_params(axis='y', labelcolor='green')\n",
    "\n",
    "# 在每个折线点上标出同比增长率\n",
    "for i, v in enumerate(df[\"同比\"]):\n",
    "    ax2.text(df[\"年份\"][i], v + 1, f'{v}%', ha='center', va='bottom', fontsize=10, color='green')\n",
    "\n",
    "# 添加标题\n",
    "plt.title(\"2017-2022 销量与同比增长率对比图\")\n",
    "\n",
    "# 调整布局\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a22ae10",
   "metadata": {},
   "source": [
    "南丁格尔圆饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9f3173dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"ea29c32e2f3144b5b5ceec6482761a25\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_ea29c32e2f3144b5b5ceec6482761a25 = echarts.init(\n",
       "                    document.getElementById('ea29c32e2f3144b5b5ceec6482761a25'), 'white', {renderer: 'canvas'});\n",
       "                var option_ea29c32e2f3144b5b5ceec6482761a25 = {\n",
       "    \"backgroundColor\": \"#00002d\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u9500\\u552e\\u90e8\",\n",
       "                    \"value\": 29.2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u91c7\\u8d2d\\u90e8\",\n",
       "                    \"value\": 22.7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5de5\\u7a0b\\u90e8\",\n",
       "                    \"value\": 17.5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d22\\u52a1\\u90e8\",\n",
       "                    \"value\": 13.6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u884c\\u653f\\u90e8\",\n",
       "                    \"value\": 10.3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eba\\u529b\\u90e8\",\n",
       "                    \"value\": 6.7\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"0%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{b}: {c} ({d}%)\"\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            },\n",
       "            \"rosetype\": \"radius\"\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u9500\\u552e\\u90e8\",\n",
       "                \"\\u91c7\\u8d2d\\u90e8\",\n",
       "                \"\\u5de5\\u7a0b\\u90e8\",\n",
       "                \"\\u8d22\\u52a1\\u90e8\",\n",
       "                \"\\u884c\\u653f\\u90e8\",\n",
       "                \"\\u4eba\\u529b\\u90e8\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"right\": \"5%\",\n",
       "            \"top\": \"5%\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"white\"\n",
       "            },\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"2021\\u5e74\\u5404\\u90e8\\u95e8\\u4eba\\u6570\\u5206\\u5e03\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"white\",\n",
       "                \"fontSize\": 24\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_ea29c32e2f3144b5b5ceec6482761a25.setOption(option_ea29c32e2f3144b5b5ceec6482761a25);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1f94258b520>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts import options as opts\n",
    "\n",
    "# 导入数据\n",
    "data = {\n",
    "    '部门': ['销售部', '采购部', '工程部', '财务部', '行政部', '人力部'],\n",
    "    '人数占比': [29.2, 22.7, 17.5, 13.6, 10.3, 6.7]\n",
    "}\n",
    "\n",
    "# 准备数据\n",
    "x = data['部门']\n",
    "y = data['人数占比']\n",
    "\n",
    "# 创建南丁格尔圆饼图\n",
    "pie = (\n",
    "    Pie(init_opts=opts.InitOpts(bg_color='#00002d'))\n",
    "    .add(\"\", [list(z) for z in zip(x, y)])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"2021年各部门人数分布\",\n",
    "            title_textstyle_opts=opts.TextStyleOpts(color=\"white\", font_size=24),\n",
    "        ),\n",
    "        legend_opts=opts.LegendOpts(\n",
    "            pos_top=\"5%\",\n",
    "            pos_right=\"5%\",\n",
    "            textstyle_opts=opts.TextStyleOpts(color=\"white\")\n",
    "        )\n",
    "    )\n",
    "    .set_series_opts(\n",
    "        label_opts=opts.LabelOpts(formatter=\"{b}: {c} ({d}%)\"),\n",
    "        radius=[\"0%\", \"75%\"],\n",
    "        rosetype=\"radius\"\n",
    "    )\n",
    ")\n",
    "\n",
    "# 直接在 Jupyter Notebook 中输出图表\n",
    "pie.render_notebook()  # 使用此行直接渲染图表"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d1147ec",
   "metadata": {},
   "source": [
    "南丁格尔玫瑰图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "24415b78",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"abcf5b58a22d49cbb1e40c070536f7aa\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_abcf5b58a22d49cbb1e40c070536f7aa = echarts.init(\n",
       "                    document.getElementById('abcf5b58a22d49cbb1e40c070536f7aa'), 'white', {renderer: 'canvas'});\n",
       "                var option_abcf5b58a22d49cbb1e40c070536f7aa = {\n",
       "    \"backgroundColor\": \"#00002d\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"rgb(135,0,255)\",\n",
       "        \"rgb(155,0,240)\",\n",
       "        \"rgb(175,0,225)\",\n",
       "        \"rgb(195,0,210)\",\n",
       "        \"rgb(215,0,195)\",\n",
       "        \"rgb(235,0,180)\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u9500\\u552e\\u90e8\",\n",
       "                    \"value\": 29.2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u91c7\\u8d2d\\u90e8\",\n",
       "                    \"value\": 22.7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5de5\\u7a0b\\u90e8\",\n",
       "                    \"value\": 17.5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d22\\u52a1\\u90e8\",\n",
       "                    \"value\": 13.6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u884c\\u653f\\u90e8\",\n",
       "                    \"value\": 10.3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eba\\u529b\\u90e8\",\n",
       "                    \"value\": 5.0\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"0%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"roseType\": \"area\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{b}: {c} ({d}%)\"\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u9500\\u552e\\u90e8\",\n",
       "                \"\\u91c7\\u8d2d\\u90e8\",\n",
       "                \"\\u5de5\\u7a0b\\u90e8\",\n",
       "                \"\\u8d22\\u52a1\\u90e8\",\n",
       "                \"\\u884c\\u653f\\u90e8\",\n",
       "                \"\\u4eba\\u529b\\u90e8\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"right\": \"5%\",\n",
       "            \"top\": \"5%\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"white\"\n",
       "            },\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"2021\\u5e74\\u5404\\u90e8\\u95e8\\u4eba\\u6570\\u5206\\u5e03\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"white\",\n",
       "                \"fontSize\": 24\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_abcf5b58a22d49cbb1e40c070536f7aa.setOption(option_abcf5b58a22d49cbb1e40c070536f7aa);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1f9436a7850>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts import options as opts\n",
    "from pyecharts import options as opts\n",
    "\n",
    "# 数据准备\n",
    "data = {\n",
    "    '部门': ['销售部', '采购部', '工程部', '财务部', '行政部', '人力部'],\n",
    "    '人数占比': [29.20, 22.70, 17.50, 13.60, 10.30, 5.00]\n",
    "}\n",
    "\n",
    "# 创建 DataFrame\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "# 准备数据\n",
    "x = df['部门'].tolist()\n",
    "y = df['人数占比'].tolist()\n",
    "\n",
    "# 创建南丁格尔玫瑰图\n",
    "rose_chart = (\n",
    "    Pie(init_opts=opts.InitOpts(bg_color='#00002d'))\n",
    "    .add(\"\",\n",
    "         [list(z) for z in zip(x, y)],\n",
    "         rosetype=\"area\",  # 设置为南丁格尔玫瑰图\n",
    "         )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"2021年各部门人数分布\",\n",
    "            title_textstyle_opts=opts.TextStyleOpts(color=\"white\", font_size=24),\n",
    "        ),\n",
    "        legend_opts=opts.LegendOpts(\n",
    "            pos_top=\"5%\",\n",
    "            pos_right=\"5%\",\n",
    "            textstyle_opts=opts.TextStyleOpts(color=\"white\")\n",
    "        )\n",
    "    )\n",
    "    .set_series_opts(\n",
    "        label_opts=opts.LabelOpts(formatter=\"{b}: {c} ({d}%)\"),\n",
    "    )\n",
    "    .set_colors(\n",
    "        ['rgb({r},0,{b})'.format(r=255-20*(len(y)-i), b=255-15*i) for i in range(len(y))]\n",
    "    )\n",
    ")\n",
    "\n",
    "# 直接在Jupyter Notebook中输出图表\n",
    "rose_chart.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bfa4b996",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
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   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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